{"id":"https://openalex.org/W2963707382","doi":"https://doi.org/10.14778/3025111.3025126","title":"Effortless data exploration with zenvisage","display_name":"Effortless data exploration with zenvisage","publication_year":2016,"publication_date":"2016-11-01","ids":{"openalex":"https://openalex.org/W2963707382","doi":"https://doi.org/10.14778/3025111.3025126","mag":"2963707382"},"language":"en","primary_location":{"id":"doi:10.14778/3025111.3025126","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3025111.3025126","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079891721","display_name":"Tarique Siddiqui","orcid":"https://orcid.org/0009-0002-0866-7275"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tarique Siddiqui","raw_affiliation_strings":["University of Illinois, Urbana-Champaign (UIUC)"],"affiliations":[{"raw_affiliation_string":"University of Illinois, Urbana-Champaign (UIUC)","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101959459","display_name":"Albert Kim","orcid":"https://orcid.org/0000-0001-6203-5098"},"institutions":[{"id":"https://openalex.org/I4210109586","display_name":"Moscow Institute of Thermal Technology","ror":"https://ror.org/021es5e59","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210109586"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Albert Kim","raw_affiliation_strings":["MIT"],"affiliations":[{"raw_affiliation_string":"MIT","institution_ids":["https://openalex.org/I4210109586"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100383910","display_name":"J. Jack Lee","orcid":"https://orcid.org/0000-0001-5469-9214"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John Lee","raw_affiliation_strings":["University of Illinois, Urbana-Champaign (UIUC)"],"affiliations":[{"raw_affiliation_string":"University of Illinois, Urbana-Champaign (UIUC)","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075056899","display_name":"Karrie Karahalios","orcid":"https://orcid.org/0000-0001-8788-3405"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]},{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Karrie Karahalios","raw_affiliation_strings":["University of Illinois, Urbana-Champaign (UIUC) and Adobe Research"],"affiliations":[{"raw_affiliation_string":"University of Illinois, Urbana-Champaign (UIUC) and Adobe Research","institution_ids":["https://openalex.org/I1306409833","https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013608601","display_name":"Aditya Parameswaran","orcid":"https://orcid.org/0000-0002-4538-4752"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aditya Parameswaran","raw_affiliation_strings":["University of Illinois, Urbana-Champaign (UIUC)"],"affiliations":[{"raw_affiliation_string":"University of Illinois, Urbana-Champaign (UIUC)","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5079891721"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":8.473,"has_fulltext":false,"cited_by_count":131,"citation_normalized_percentile":{"value":0.98546963,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"10","issue":"4","first_page":"457","last_page":"468"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13398","display_name":"Data Analysis with R","score":0.968500018119812,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9661999940872192,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7967727184295654},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.7895268797874451},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6905766129493713},{"id":"https://openalex.org/keywords/data-exploration","display_name":"Data exploration","score":0.6126700043678284},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.592536985874176},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5619367957115173},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5030466914176941},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49332085251808167},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.492559015750885},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.4385104477405548},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.4310178756713867},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3995231091976166},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3985772132873535},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3555886745452881},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.292081356048584},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2714191675186157},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.20760586857795715},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19290050864219666}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7967727184295654},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.7895268797874451},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6905766129493713},{"id":"https://openalex.org/C2780977526","wikidata":"https://www.wikidata.org/wiki/Q42417149","display_name":"Data exploration","level":3,"score":0.6126700043678284},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.592536985874176},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5619367957115173},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5030466914176941},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49332085251808167},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.492559015750885},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.4385104477405548},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.4310178756713867},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3995231091976166},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3985772132873535},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3555886745452881},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.292081356048584},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2714191675186157},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.20760586857795715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19290050864219666},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14778/3025111.3025126","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3025111.3025126","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W205529591","https://openalex.org/W1491318920","https://openalex.org/W1495643041","https://openalex.org/W1512287614","https://openalex.org/W1515560342","https://openalex.org/W1566376227","https://openalex.org/W1673774254","https://openalex.org/W1961845056","https://openalex.org/W1985620471","https://openalex.org/W2023758372","https://openalex.org/W2055351791","https://openalex.org/W2058978608","https://openalex.org/W2073061372","https://openalex.org/W2079201812","https://openalex.org/W2093189534","https://openalex.org/W2093568335","https://openalex.org/W2101234009","https://openalex.org/W2103219113","https://openalex.org/W2113411758","https://openalex.org/W2115084472","https://openalex.org/W2124278683","https://openalex.org/W2132881639","https://openalex.org/W2145829184","https://openalex.org/W2152922709","https://openalex.org/W2257756289","https://openalex.org/W2997591727","https://openalex.org/W4245558558","https://openalex.org/W6629861321","https://openalex.org/W6670348701"],"related_works":["https://openalex.org/W2092900780","https://openalex.org/W3106619843","https://openalex.org/W2400976661","https://openalex.org/W2148525144","https://openalex.org/W2013467770","https://openalex.org/W3012440071","https://openalex.org/W2181693928","https://openalex.org/W3209087738","https://openalex.org/W2996634302","https://openalex.org/W4378223681"],"abstract_inverted_index":{"Data":[0],"visualization":[1],"is":[2,133],"by":[3,18],"far":[4],"the":[5,94,116,146,184],"most":[6],"commonly":[7,160],"used":[8,161],"mechanism":[9],"to":[10,34,158,183,207,211],"explore":[11],"and":[12,43,112,151,199,214,217],"extract":[13],"insights":[14],"from":[15,79,99],"datasets,":[16],"especially":[17],"novice":[19],"data":[20,58,203],"scientists.":[21],"And":[22],"yet,":[23],"current":[24],"visual":[25,57,70,77,87,96,122],"analytics":[26,71],"tools":[27],"are":[28,156,205],"rather":[29],"limited":[30],"in":[31,101,191],"their":[32],"ability":[33],"operate":[35],"on":[36,126],"collections":[37,127,188],"of":[38,56,64,104,118,128,148,180,186,189],"visualizations---by":[39],"composing,":[40],"filtering,":[41],"comparing,":[42],"sorting":[44],"them---to":[45],"find":[46],"those":[47],"that":[48,131,137,144,155,176,202],"depict":[49],"desired":[50,76,95,220],"trends":[51],"or":[52],"patterns.":[53],"The":[54],"process":[55,63],"exploration":[59,88,123,216],"remains":[60],"a":[61,69,102,121,170,178,196],"tedious":[62,215],"trial-and-error.":[65],"We":[66,82,114],"propose":[67],"zenvisage,":[68],"platform":[72],"for":[73,92],"effortlessly":[74],"finding":[75],"patterns":[78],"large":[80],"datasets.":[81],"introduce":[83],"zenvisage's":[84],"general":[85],"purpose":[86],"language,":[89],"ZQL":[90,119,132,149,162,172],"(\"zee-quel\")":[91],"specifying":[93],"patterns,":[97],"drawing":[98],"use-cases":[100],"variety":[103],"domains,":[105],"including":[106],"biology,":[107],"mechanical":[108],"engineering,":[109],"climate":[110],"science,":[111],"commerce.":[113],"formalize":[115],"expressiveness":[117],"via":[120],"algebra---an":[124],"algebra":[125],"visualizations---and":[129],"demonstrate":[130],"as":[134,136],"expressive":[135],"algebra.":[138],"zenvisage":[139,168,210],"exposes":[140],"an":[141],"interactive":[142],"front-end":[143],"supports":[145,153],"issuing":[147],"queries,":[150,167],"also":[152],"interactions":[154],"\"short-cuts\"":[157],"certain":[159,192],"queries.":[163],"To":[164],"execute":[165],"these":[166],"uses":[169],"novel":[171],"graph-based":[173],"query":[174],"optimizer":[175],"leverages":[177],"suite":[179],"optimizations":[181],"tailored":[182],"goal":[185],"processing":[187],"visualizations":[190],"pre-defined":[193],"ways.":[194],"Lastly,":[195],"user":[197],"survey":[198],"study":[200],"demonstrates":[201],"scientists":[204],"able":[206],"effectively":[208],"use":[209],"eliminate":[212],"error-prone":[213],"directly":[218],"identify":[219],"visualizations.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":25},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":10}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}